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   "source": [
    "## Overview\n",
    "\n",
    "BioBERT model fine-tuned in NER task with BC5CDR-diseases and NCBI-diseases corpus\n",
    "\n",
    "This was fine-tuned in order to use it in a BioNER/BioNEN system which is available at: https://github.com/librairy/bio-ner"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "da577da0",
   "metadata": {},
   "source": [
    "## How to Use"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "0ee7d4df",
   "metadata": {},
   "outputs": [],
   "source": [
    "!pip install --upgrade paddlenlp"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "c6dfd3c0",
   "metadata": {},
   "outputs": [],
   "source": [
    "import paddle\n",
    "from paddlenlp.transformers import AutoModel\n",
    "\n",
    "model = AutoModel.from_pretrained(\"alvaroalon2/biobert_diseases_ner\")\n",
    "input_ids = paddle.randint(100, 200, shape=[1, 20])\n",
    "print(model(input_ids))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7a58f3ef",
   "metadata": {},
   "source": [
    "## Reference\n",
    "\n",
    "> The model introduction and model weights originate from [https://huggingface.co/alvaroalon2/biobert_diseases_ner](https://huggingface.co/alvaroalon2/biobert_diseases_ner) and were converted to PaddlePaddle format for ease of use in PaddleNLP."
   ]
  }
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